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 Volume 
          2: 
          Special Issue, November 2005 
ORIGINAL RESEARCH 
Perceived Likelihood of 
    Developing Diabetes Among High-Risk Oregonians
Angela M. Kemple, MS, Amy I. Zlot, MPH, Richard F. Leman, MD
Suggested citation for this article: Kemple AM, Zlot AI, Leman RF.
  Perceived likelihood of developing diabetes among high-risk Oregonians. Prev
  Chronic Dis [serial online] 2005 Nov [date cited]. Available from:
  URL: http://www.cdc.gov/pcd/issues/2005/ 
  nov/05_0067.htm 
PEER REVIEWED 
Abstract
Introduction 
Prevention of diabetes in people at highest risk for developing the disease
  is an important public health opportunity, considering the disease’s increasing
  prevalence, its devastating impact on health and its high economic cost, the
  availability of efficacious and cost-effective treatments to reduce
  complications, and recent evidence that it can be delayed or prevented with
  lifestyle interventions. 
Methods 
  The Oregon Diabetes Prevention and 
  Control Program collected and analyzed responses from a statewide telephone 
  survey conducted in 2003 to determine whether Oregon adults at highest risk for diabetes 1) believed that they
  were at risk for developing diabetes in the future, 2) had talked with a
  health care professional about diabetes, and 3) had been tested for the
  disease. Pearson chi-square tests and logistic regression analyses were
  conducted to identify independent associations of select characteristics with
  the study factors of interest. 
Results 
Even among respondents at highest risk for developing diabetes, at most 
  one third reported being concerned about developing diabetes, one fifth 
  reported having discussed their risk with a health professional in the 
  previous year, and less than half reported having been tested for diabetes by 
  a health provider in the previous year. After adjusting for multiple factors, 
  we found that having a family history of diabetes was
  consistently associated with perceived risk of developing diabetes,
  discussion about diabetes with a health professional, and diabetes testing. 
Conclusion 
Many Oregon adults at high risk for developing diabetes are unconcerned 
  about their risk for developing the disease, and few have discussed their risk of
  diabetes with a health professional. Findings from this study suggest the need
  for increased recognition of future diabetes risk by high-risk individuals and
  health professionals to help translate diabetes
  prevention into practice. 
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Introduction
Diabetes is a growing public health problem. Nationally, the prevalence of
  diabetes increased almost 50% during the previous decade (1). In Oregon, the
  percentage of adults who reported having been told by a doctor that they had
  diabetes increased from 4% in 1995 to 6% in 2003 (2). Diabetes is associated
  with  morbidity and mortality; it is a leading cause of death and
  is associated with new cases of end-stage renal disease, lower limb
  amputations, blindness, and cardiovascular disease (3). It is a chronic,
  progressive, degenerative disease that has devastating effects on quality of
  life and results in high costs for individuals and society because of its complications, hospitalizations, and lost productivity (3). When the disease
  is diagnosed, diabetes complications can be reduced through  evidence-based, cost-effective treatment strategies, but often these
  treatments are underused (3). 
Additional increases in diabetes prevalence are likely in light of
  projected changes in the age and racial and ethnic composition of the U.S. population,
  overall population growth, and increasing numbers of people who are
  overweight, obese, or less physically active (3,4). Fortunately, the recent
  success of major diabetes prevention trials demonstrates that development of
  type 2 diabetes can be delayed and in some cases prevented in high-risk
  individuals through lifestyle modifications such as modest weight reduction
  and regular physical activity (5,6). 
Risk factors for type 2 diabetes are well established and include older
  age, obesity, family history of diabetes, prior history of gestational
  diabetes, history of bearing an infant weighing 9 lb or more at birth,
  physical inactivity, and prediabetes (a condition in which blood glucose
  levels are elevated, although not enough to meet the diagnostic criteria for
  diabetes) (7). In addition, type 2 diabetes is more common among African
  Americans, Hispanic and Latino Americans, American Indians, and some Asian
  Americans and Pacific Islanders than among non-Hispanic whites (7). 
More recently, recognition of populations at higher risk for developing
  prediabetes has been increasing. People who are both overweight (body mass
  index [BMI] ≥25.0 kg/m2) and aged 45 years and older are at
  particularly high risk (8). Younger overweight individuals who have additional
  risk factors for type 2 diabetes are also at increased risk (8). It is
  estimated that almost one fourth of overweight adults aged 45 to 74 years —
  12 million nationwide — have prediabetes (9). Based on estimates from the
  Behavioral Risk Factor Surveillance System (BRFSS) surveys, 673,000 Oregonians
  are 45 years and older and overweight. As many as 152,000 of these individuals
  may have prediabetes and could benefit from interventions to help them avoid
  developing type 2 diabetes (10). 
Prevention of diabetes in high-risk people is an important
  opportunity for public health professionals. Diabetes prevalence is increasing
  because of contemporary lifestyle changes (1,3,4), and the disease shortens
  life expectancy and has devastating effects on quality of life (3). Effective
  and economical treatment strategies exist to reduce complications in people
  who  already have been diagnosed with diabetes (3), and recent evidence shows
  that type 2 diabetes can be delayed or prevented with lifestyle interventions
  that have ancillary benefits (5,6). Increasing awareness of primary prevention
  strategies in people at highest risk for diabetes and effectively promoting
  prevention interventions in  medical and community settings will be a
  challenge. More information is needed about perceptions of diabetes risk and
  prevention in high-risk individuals and among health care professionals. 
In this study, the Oregon Diabetes Prevention and Control Program collected
  and analyzed responses from a statewide telephone survey conducted in 2003 to
  determine whether Oregon adults at highest risk for diabetes 1) believed that
  they were at risk for developing diabetes in the future, 2) had talked with a
  health care professional about diabetes, and 3) had been tested for the
  disease. 
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Methods
Information on Oregon adults’ perceptions of diabetes risk and prevention
  was collected from Oregon’s 2003 BRFSS, a state-based, random-digit–dialed
  household telephone survey. A disproportionate stratified sample design was
  used to obtain a probability sample of the noninstitutionalized, adult
  population aged 18 years and older in Oregon (11). 
Survey measures
Initially, survey respondents were asked whether a doctor had ever told
  them they had diabetes. Respondents considered not to have diabetes (which
  included women who were told they had diabetes only during pregnancy) were
  asked a series of questions about diabetes risk factors, their perceived risk
  of developing diabetes, and any diabetes-related discussions or testing that had
  occurred in the health care setting (Table
  1). 
Respondents were also asked about their extent of participation in moderate
  or vigorous activity in a usual week. Information about physical activity was
  collected using the standard BRFSS physical activity core module (12).
  Respondents were categorized by physical activity levels as follows: 1) met
  Centers for Disease Control and Prevention (CDC) recommendations (either
  moderate-intensity activity during leisure time for 30 minutes or more on 5 or
  more days per week or vigorous physical activity during leisure time for 20
  minutes or more on 3 or more days per week; 2) insufficient activity (some physical
  activity but not enough to meet CDC recommendations); or 3) inactive (less
  than 10 minutes of moderate-intensity physical activity during leisure time in
  a usual week). BMI was calculated based on self-reported height and weight and
  was categorized as follows: 1) healthy weight (BMI <25.0 kg/m2),
  2) overweight (BMI 25.0–29.9 kg/m2), or obese (BMI ≥30.0
  kg/m2). 
High-risk groups assessed included people with a family history of
  diabetes, people who were overweight or obese, people who were physically
  inactive, people who were aged 45 years and older, and people of Hispanic or Latino
  ethnicity. Data for racial and ethnic populations other than non-Hispanic whites
  or Hispanics and Latinos were combined because when analyzed separately, the
  sample was too small for meaningful analysis. Respondents also indicated
  whether a doctor, a nurse, or another health professional had ever told them
  they had high blood pressure or high cholesterol. 
We assessed separately the group that was overweight and aged 45 years and 
  older because this group is at particularly high risk for prediabetes, and
  diabetes testing for people in this group is highly recommended (8). The total
  number of risk factors commonly associated with diabetes was also determined
  for each respondent without diabetes (including ages 45 years and older,
  obesity, a family history of diabetes, and inactivity). Education level and
  annual household income were also specified for each respondent.
 Table 2 shows
  the risk factor categories and select characteristics. 
Three survey questions were used to assess the relationship between the
  primary outcomes of interest (diabetes risk perception, diabetes discussions
  with a health care professional, and diabetes testing) and access to medical
  care. Respondents were asked to answer  yes or  no to the following questions: 
- Do you have any kind of health care coverage, including health
  insurance, prepaid plans such as HMOs, or government plans such as Medicare?
 
- Do you have one person you think of as your personal doctor or health
  care provider?
 
- Was there a time during the last 12 months when you needed to see a
  doctor but could not because of the cost?
 
 
Data analysis
Before analyzing the data, we weighted the sample responses to adjust for
  differences in probability of selection and nonresponse and to derive estimates
  that more accurately reflect the population from which the sample was drawn
  (i.e., adult Oregonians as of July 1, 2003) (13). Pearson chi-square tests
  were used to explore associations among perceived risk for diabetes,
  discussion of diabetes with health care professionals, diabetes testing, and the
  presence or absence of diabetes risk factors. Logistic regression analysis was
  used to assess significant univariate factors to determine the independent
  effect of important risk factors on each of the outcomes. Respondents who
  reported “don’t know” or refused to answer questions were excluded from
  analysis. Percentages, odds ratios (ORs), and 95% confidence intervals (CIs)
  were calculated using the survey analysis procedures in STATA software,
  version 7 (StataCorp LP, College Station, Tex). The Taylor series linearization
  method was used to compute the variance of survey estimates that were
  appropriate for the complex sample design. 
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Results
Based on the Council of American Survey Research Organizations response 
  rate formula, the proportion of all eligible respondents in the sample for whom an
  interview was completed was 50% (14). A total of 1974 respondents
  completed telephone interviews, and 1810 (92.7%) reported that they had not
  been diagnosed with diabetes; 21 (1.1%) women reported that they had been
  diagnosed only during pregnancy, so these women were considered not to have
  diabetes. The remaining 141 adults (6.2%) who reported having been told by a
  doctor that they had diabetes and 2 adults with unknown diabetes status were
  excluded from additional analyses. 
Among respondents without known diabetes, 51.3% were women, and the mean
  age was 45 years (range 18 to 99 years). The majority (84.7%) reported being
  non-Hispanic white; 30.4% had completed high school but did not go on to
  college, and 59.6% had some college education. Household earnings assessments
  revealed that 31.6% had an annual household income of $25,000 to $49,999, and
  35.3% earned $50,000 or more. Respondent access to medical care was as
  follows: 80.4% had some form of health care coverage, 75.1% had at least one
  person they thought of as their personal doctor or health care provider, and
  14.5% reported they were unable to seek medical care at some time in the
  previous 12 months because of cost. 
The distribution of selected risk factors for diabetes and prediabetes was
  as follows: 27.5% had a family history of diabetes, 37.7% were overweight,
  20.6% were obese, 36.9% were insufficiently active during leisure time, and
  10.7% were inactive during leisure time. Comorbidities that increase the risk
  of diabetes complications were common: 20.5% had been told by a doctor, a
  nurse, or another health professional that they had high blood pressure; 33.5%
  reported being told by a doctor, a nurse, or another health professional that
  they had high cholesterol; and 21.7% were current smokers. When four common
  risk factors (ages 45 years and older, obesity, a family history of diabetes,
  and inactivity) were analyzed together, 32.1% had none of these risk
  factors, 38.3% had one, 21.7% had two, and 7.9% had three or four. In
  addition, 19.8% were aged 45 years and older and overweight. 
Overall, only 14.5% of respondents were at least somewhat or very worried
  about developing diabetes in the next 10 years, 11.4% had talked about diabetes
  with a health care professional in the previous year, and 25.6% had been
  tested for diabetes by a health care provider in the previous year (Table 2).
  Significant associations were found among all three factors of interest (Table
  1). 
Perceived risk of developing diabetes
Results from the bivariate analysis (Table
  3) show that the likelihood of
  being concerned about developing diabetes was higher among respondents who
  were women, were Hispanic or Latino, were obese, were insufficiently active or
  physically inactive, had not been able to see a doctor at some time in the
  previous 12 months because of cost, and had a family history of diabetes.
  Respondents aged 65 years and older and those with more than a high school
  education were less likely to be worried. Respondents with two or more risk
  factors for diabetes were more likely than those with fewer risk factors to be
  worried about developing diabetes in the future. In no group did more than 34% of
  respondents express concern about their risk of developing diabetes in the
  future. 
After including all significant variables in a single logistic regression
  model, a family history of diabetes (OR 4.7 [95% CI, 3.3–6.7]), obesity (OR 2.8
  [95% CI, 1.8–4.4]), being Hispanic or Latino (OR 2.6 [95% CI, 1.3–5.2]), being insufficiently
  active (OR 1.6 [95% CI, 1.1–2.3]), and being a woman (OR 1.6 [95% CI, 1.1–2.3]) were all
  independently associated with concern about developing diabetes in the next 10
  years. Respondents aged 65 years and older were less likely to be worried about
  developing diabetes in the future than those aged 18 to 44 years (OR 0.2 [95% 
  CI, 0.1–0.4]). 
Diabetes discussion with a health care professional
Bivariate analyses (Table 4) indicate that the likelihood of talking with
  a health care professional in the previous year about diabetes was higher
  among respondents who were women, had a family history of diabetes, were
  obese, had a history of high blood pressure, and had a personal health care provider. The
  likelihood of discussing diabetes with a health care professional also
  increased with increasing number of risk factors for diabetes. After adjusting
  for multiple factors, a family history of diabetes (OR 2.9 [95% CI, 2.0–4.1]),
  being a woman (OR 1.8 [95% CI, 1.2–2.6]), and obesity (OR 1.6 [95% CI, 1.1–2.5]) were still
  independently associated with a history of talking with a health care
  professional in the previous year about diabetes. 
Diabetes testing
Findings from bivariate analyses (Table
  5) show that the likelihood of
  being tested for diabetes by a health care provider in the previous year was
  higher among respondents who were women, were aged 45 years and older, were
  overweight or obese, had a history of high blood pressure or high cholesterol, had health
  care coverage, had a personal health care provider, and had a family history
  of diabetes. The likelihood of being tested increased with increasing number
  of risk factors for diabetes. Respondents who were aged 45 years and older and
  overweight were also more likely to
  have been tested for diabetes in the previous year than respondents who did 
  not have this combination of risk factors for prediabetes. Three of the risk factors were
  independently associated with diabetes testing by a health care provider in
  the previous year: a family history of diabetes (OR 2.0 [95% CI, 1.5–2.8]), ages 65
  years and older (OR 1.9 [95% CI, 1.3–2.8]), and a history of high blood
  pressure (OR 1.5 [95% CI, 1.1–2.1]). 
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Discussion
To help translate primary diabetes prevention into practice, at-risk
  individuals and health care professionals must be aware of the risk factors 
  for developing diabetes, talk to each other about diabetes,
  test for evidence of prediabetes, and begin preventive interventions. However,
  even among respondents in this study at highest risk for diabetes, at most one
  third reported being concerned about developing diabetes, one fifth reported
  having discussed their risk with a health professional in the previous year,
  and less than half reported having been tested for diabetes by a health
  provider in the previous year. Although our results show that respondents with
  more risk factors tended to be more aware of their risk for diabetes,  fewer than one third of people at highest risk (i.e., those
  with three or four risk factors) were worried about developing diabetes in the
  future. These findings about risk perception are similar to findings from
  previous studies in the general population, which suggest that individuals
  tend to underestimate their risk for developing diabetes (15-17). 
Discussing diabetes with a health care professional and testing for
  diabetes were also more likely among individuals with several diabetes risk factors.
  We are unsure whether these associations reflect more frequent health care
  visits because of the number of risk factors or result from respondents’
  risk perceptions. Although we were able to determine that adults who were
  worried about developing diabetes were more likely to talk with a health care
  professional and be tested for diabetes (Table 1), we were unable to determine
  the number of health care visits made. 
Even though the American Diabetes Association recommends that fasting blood
  glucose or glucose tolerance testing should be considered for all individuals
  aged 45 years and older (8), our results show that respondents aged 45 to 64
  years were no more likely to be worried about developing diabetes or to discuss
  diabetes risk with a health care professional than their younger counterparts.
  Respondents aged 65 and older were even less concerned. However, testing for
  diabetes did increase with increasing age. 
Although obesity was consistently associated with increased perceived
  risk, being overweight was not independently associated. In addition, the
  respondents who were overweight and aged 45 years and older (a group at
  particularly high risk of developing prediabetes [8]) were no more likely to
  perceive  being at risk for diabetes than younger respondents
  who were not overweight. Furthermore, this high-risk group was no more likely
  to report discussing diabetes risk with a health professional. In contrast,
  Harwell et al reported that among adults aged 45 years and older, being
  overweight was independently associated with perceived risk for developing
  diabetes and was also associated with having received medical advice regarding
  diabetes risk (16). In our study, the group of respondents that was overweight
  and aged 45 years and older was more likely to report having been tested for
  diabetes, a finding that is also different from that of another study by 
  Harwell et al (18). 
Even though older adults (aged 45 years and older) and the group that was overweight and 
  aged 45 years and
  older were no more likely to be concerned about developing diabetes than their
  lower risk counterparts, the increased likelihood of testing among these
  high-risk groups may partly reflect health care providers’ recognition that
  these adults are at higher risk for prediabetes and diabetes. Lower reported
  levels of perceived risk may also result from high-risk adults who have
  already been tested and not been diagnosed with diabetes. 
Previous research has reported a twofold to sixfold higher risk of
  developing type 2 diabetes among individuals with a family history of diabetes
  compared with people who have no family history of diabetes (19). Although
  family history was strongly associated with all three  study questions,
  among respondents with a family history the actual percentages of those who
  reported being worried about developing diabetes (31%), having talked with a health
  care professional (21%), and being tested for diabetes (38%) were still low. Pierce
  et al reported that family members of individuals with type 2 diabetes
  underestimate their own risk of developing diabetes (20). Another
  population-based survey of adults aged 45 years and older also noted that
  although perceived risk of developing diabetes was higher among respondents
  with a family history of diabetes,  less than half actually considered
  themselves to be at risk (16). 
Although Hispanic and Latino respondents were more worried about developing
  diabetes than non-Hispanic whites, they were no more likely to have talked
  with a health care professional about diabetes or to have been tested for
  diabetes. These results may be related to decreased access to medical care
  among Hispanics and Latinos. Additional analysis of Oregon's 2003 BRFSS revealed that Hispanic and
  Latino respondents were significantly less likely (48.1%) than non-Hispanic
  whites (84.4%) to have any kind of health care coverage or to have one person
  they thought of as their personal doctor or health care provider (47.5% vs
  79.2%); they were significantly more likely (23.8%) than non-Hispanic whites
  (13.1%) to have had a time during the past 12 months when they were unable to seek
  medical care because of cost (A.M.K., unpublished data, 2005). Although the
  difference was not statistically significant, the low percentage of Hispanic
  and Latino respondents who had discussed diabetes risk with health care
  providers indicates the need for better access to medical care for these
  individuals and culturally appropriate education for health care professionals
  so that they will encourage diabetes discussions and testing. 
The number of respondents was not sufficient to assess self-perceived risk
  of diabetes among racial and ethnic groups other than non-Hispanic whites and
  Hispanics and Latinos. Future research should explore diabetes perceptions and
  awareness of its prevention among other racial and ethnic populations that are at
  higher risk. 
Discussing diabetes with a health care professional and diabetes testing
  were not found to be independently associated with access to medical care. We
  were unable to track the number of health care visits made to providers, which
  may have been a better indicator of medical care access and may have been
  associated with the major study factors of diabetes risk perception, diabetes
  discussions with health care providers, and diabetes testing. A previous
  population-based study on diabetes testing among adults aged 45 years and older
  found that a history of two or more visits to a health care provider in the previous year
  was independently associated with diabetes testing within the previous year
  (18). 
Limitations
All data were self-reported, which may have resulted in recall and
  nonresponse bias, especially for questions about diabetes testing, frequency
  and duration of physical activity, and weight and height used to compute BMI.
  Moreover, individuals who have diabetes but have not been diagnosed or do not
  remember being diagnosed may have been categorized as not having diabetes. The
  sample only represents individuals living in households with land-based
  telephones; individuals without telephones, those who used cellular phones
  exclusively, and those who were institutionalized were not represented (11). 
We only asked respondents whether they had talked with a health care
  professional about diabetes or been tested for diabetes in the year preceding
  the survey date. Because of this restricted time frame, we were unable to
  obtain information about respondents who had been tested more than a year
  before the survey date, had received a negative result, and were not due for
  another test (8). If the time frame had been extended, the percentages of
  adults who had talked with a health care professional and been tested for
  diabetes may have been higher. In addition, among respondents who had been
  tested for diabetes, we were unable to determine the type of test performed
  (Table 1). 
Several health behavior models describe the important impact of multiple
  health beliefs such as perceived severity, outcome expectations,
  self-efficacy, and perceived risk on an individual’s likelihood of
  initiating a behavior change (21,22). In our study, BRFSS data were only
  collected on one health belief: a person’s perceived risk for developing
  diabetes. Additional research is needed to determine whether Oregon adults at
  high risk for diabetes who are worried about developing diabetes actually believe
  that their risk is serious, believe the benefits of taking action outweigh the
  costs, believe they have the ability to change, and then actually make the
  necessary lifestyle changes to decrease their risk. 
The cross-sectional nature of this study may have restricted our 
  interpretation of certain findings. For example, certain high-risk 
  respondents, such as older adults, may not have been worried about developing 
  diabetes because they had already talked with a health care professional about 
  their risk, been tested for the disease, and received a negative result. 
  Prospective studies are needed to further elucidate the complex relationships 
  among the primary outcomes of interest: perceptions of diabetes risk, 
  discussions about
  diabetes with a health care professional, and testing for diabetes. 
Implications
Many Oregon adults at high risk for developing diabetes are unconcerned 
  about their risk for developing the disease. Findings from our study suggest 
  that high-risk individuals need to be more aware of their potential for 
  developing diabetes, as do their health care professionals — an initial step 
  toward translating diabetes prevention into practice. Effective public health messages about diabetes awareness could
  be incorporated into educational and screening interventions targeted toward
  populations at high risk for developing diabetes. These messages should
  address the risk of developing diabetes, the value of discussing diabetes risk
  with a health care professional, and ways to delay or even prevent the
  condition from developing with fairly simple lifestyle changes. Although
  health professionals are still designing targeted programs that identify
  individuals at increased risk of developing prediabetes or diabetes and offer
  appropriate education and screening strategies, findings from our study
  provide support for the potential benefits of such programs. 
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Acknowledgments
We thank Melvin A. Kohn, Jane M. Moore, and Jamie L. Waltz for their
  thoughtful review of the final manuscript; Thomas W. Brundage for his review
  of the data analysis; and Jennifer A. Woodward, Joyce A. Grant-Worley, and the
  Behavioral Risk Factor Surveillance System staff members in the Oregon Center
  for Health Statistics for coordinating the survey administration and data
  collection. 
This study was supported by Cooperative Agreement U32/CCU022726 between the
  Oregon Department of Human Services (DHS) Diabetes Prevention and Control
  Program and the Centers for Disease Control and Prevention (CDC). It was
  also supported in part by Cooperative Agreement U58/CCU001998 between the
  Oregon DHS Health Services and the Department of Health and Human Services,
  Public Health Service, CDC. The contents of this manuscript are solely the
  responsibility of the authors and do not necessarily represent the official
  views of the CDC. 
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Author Information
Corresponding Author: Angela M. Kemple, MS, Epidemiologist, Cardiovascular, 
  Diabetes, Nutrition, and Physical Activity Section, Washington State 
  Department of Health, PO Box 47855, 111 Israel Rd SW, Olympia, WA 98504-7855. 
  Telephone: 360-236-3652. E-mail: 
  angela.kemple@doh.wa.gov. At the time of the study, Ms. Kemple was a Research Analyst 
  with the Oregon
  Department of Human Services, Diabetes Prevention and Control Program,  Portland, Ore. 
Author Affiliations: Amy I. Zlot, MPH, Genetics Program, and Richard F.
  Leman, MD, Health Promotion and Chronic Disease Prevention Program, Oregon
  Department of Human Services, Portland, Ore. 
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